A method for real-time condition monitoring of haul roads based on Bayesian parameter estimation

dc.contributor.authorHeyns, Theo
dc.contributor.authorHeyns, P.S. (Philippus Stephanus)
dc.contributor.authorDe Villiers, Johan Pieter
dc.date.accessioned2012-03-01T06:19:48Z
dc.date.available2012-03-01T06:19:48Z
dc.date.issued2012-04
dc.description.abstractCurrent haul road management techniques, such as routine, periodic and urgent maintenance have shortcomings in many complex haul road environments. Real-time road condition monitoring may significantly reduce maintenance costs, both to the road and to the vehicles. A recent idea is that vehicle on-board data collection systems could be used to monitor haul roads on a real-time basis by means of vibration signature analysis. This paper proposes a methodology based on Bayesian regression to isolate the effect of varying vehicle speed on the measured vehicle response metric. A key feature of the proposed methodology is that it avoids the costly need to generate analytical or empirical vehicle models.en_US
dc.description.librarianai2012en
dc.description.urihttp://www.sciencedirect.com/science/journal/00224898en_US
dc.identifier.citationHeyns, T, Heyns, PS & De Villiers, JP, A method for real-time condition monitoring of haul roads based on Bayesian parameter estimation, Journal of Terramechanics, vol. 49, no. 2, pp.103–113 (2012), doi: 10.1016/j.jterra.2011.12.001en_US
dc.identifier.issn0022-4898 (print)
dc.identifier.issn1879-1204 (online)
dc.identifier.other10.1016/j.jterra.2011.12.001
dc.identifier.urihttp://hdl.handle.net/2263/18319
dc.language.isoenen_US
dc.publisherElsevieren_US
dc.rights© 2011 ISTVS. Published by Elsevier Ltd. All rights reserved.en_US
dc.subjectMonitoring of road conditionen_US
dc.subjectBayesian parameter estimationen_US
dc.subjectCondition based maintenanceen_US
dc.subject.lcshHighway engineeringen
dc.subject.lcshRoads deteriorationen
dc.subject.lcshRoads -- Maintenance and repairen
dc.subject.lcshRoads -- Riding quality -- Testingen
dc.subject.lcshHighway researchen
dc.subject.lcshTrucks -- Vibrationen
dc.subject.lcshBayesian statistical decision theoryen
dc.titleA method for real-time condition monitoring of haul roads based on Bayesian parameter estimationen_US
dc.typePostprint Articleen_US

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